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Video -> LatentTensor
Compress high-dimensional video sequences into a low-dimensional latent space using a causal 3D variational autoencoder that preserves temporal continuity.
Problem it solves
Direct diffusion over raw video pixel grids is computationally prohibitive and fails to model temporal dependency efficiently.
Consumes
Emits
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.